Beyond Benchmarks: How Users Evaluate AI Chat Assistants

Moiz Sadiq Awan, Muhammad Haris Noor, Muhammad Salman Munaf

Automated benchmarks dominate the evaluation of large language models, yet no systematic study has compared user satisfaction, adoption motivations, and frustrations across competi…